A similar objective was also considered in [1]}.
Compared to our approach,
there are two key distinctions.
First,
there is no margin enforced in either term.
Second,
the contrastive term operates in logit space,
and thus changes the target function in a non-trivial manner;
in a long-tail setting, this would erase the consistency guarantees for the balanced error [2]}.
